{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot results\n",
    "\n",
    "This notebook plots the results of model inference done in the `Fig2_EMNLP_inference` notebook. The figures are the same as Fig. 2 in the following paper:\n",
    "\n",
    "```\n",
    "Hosseini, Nanni and Coll Ardanuy (2020), DeezyMatch: A Flexible Deep Learning Approach to Fuzzy String Matching, EMNLP: System Demonstrations.\n",
    "```\n",
    "\n",
    "---\n",
    "\n",
    "In this notebook:\n",
    "\n",
    "* skyline1: trained on *OCR* dataset\n",
    "* skyline2: trained on *WG:en+OCR* dataset\n",
    "* baseline: trained on *WG:en* dataset\n",
    "\n",
    "---\n",
    "\n",
    "* model A: both embedding and recurrent units are frozen (i.e., their parameters are not updated during fine-tuning).\n",
    "* model B: only the embedding layer is frozen. \n",
    "\n",
    "---\n",
    "\n",
    "To show the impact of fine-tuning and choice of architecture on the model performance, we trained various models starting with the baseline model and included more training instances from the training set of *OCR*.\n",
    "\n",
    "The performance of these models is then assessed on the *OCR* test set. \n",
    "\n",
    "Refer to the paper for more information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read values from the spreadsheet\n",
    "skyline1 = 0.964\n",
    "skyline2 = 0.895\n",
    "baseline1_gru = 0.454\n",
    "baseline1_lstm = 0.452\n",
    "baseline1_rnn = 0.483\n",
    "\n",
    "# ============= modelA ===============\n",
    "FT_results_gru_v001 = np.array([\n",
    "        [250, 0.6],\n",
    "        [500, 0.676],\n",
    "        [1000, 0.743],\n",
    "        [2000, 0.787],\n",
    "        [4000, 0.824],\n",
    "        [8000, 0.851],\n",
    "        [16000, 0.878],\n",
    "        [32000, 0.896],\n",
    "        [64000, 0.915],\n",
    "        [84000, 0.924]\n",
    "        ])\n",
    "\n",
    "FT_results_lstm_v001 = np.array([\n",
    "        [250, 0.603],\n",
    "        [500, 0.691],\n",
    "        [1000, 0.763],\n",
    "        [2000, 0.812],\n",
    "        [4000, 0.835],\n",
    "        [8000, 0.863],\n",
    "        [16000, 0.892],\n",
    "        [32000, 0.906],\n",
    "        [64000, 0.923],\n",
    "        [84000, 0.931],\n",
    "        ])\n",
    "\n",
    "FT_results_rnn_v001 = np.array([\n",
    "        [250, 0.593],\n",
    "        [500, 0.691],\n",
    "        [1000, 0.727],\n",
    "        [2000, 0.751],\n",
    "        [4000, 0.783],\n",
    "        [8000, 0.816],\n",
    "        [16000, 0.837],\n",
    "        [32000, 0.851],\n",
    "        [64000, 0.864],\n",
    "        [84000, 0.873]\n",
    "        ])\n",
    "\n",
    "# ============= modelB ===============\n",
    "FT_results_gru_v002 = np.array([\n",
    "        [250, 0.575],\n",
    "        [500, 0.635],\n",
    "        [1000, 0.73],\n",
    "        [2000, 0.792],\n",
    "        [4000, 0.846],\n",
    "        [8000, 0.886],\n",
    "        [16000, 0.915],\n",
    "        [32000, 0.935],\n",
    "        [64000, 0.951],\n",
    "        [84000, 0.959]\n",
    "        ])\n",
    "    \n",
    "    \n",
    "FT_results_lstm_v002 = np.array([\n",
    "        [250, 0.591],\n",
    "        [500, 0.645],\n",
    "        [1000, 0.735],\n",
    "        [2000, 0.806],\n",
    "        [4000, 0.856],\n",
    "        [8000, 0.901],\n",
    "        [16000, 0.925],\n",
    "        [32000, 0.944],\n",
    "        [64000, 0.956],\n",
    "        [84000, 0.962]\n",
    "        ])\n",
    "    \n",
    "FT_results_rnn_v002 = np.array([\n",
    "        [250, 0.55],\n",
    "        [500, 0.587],\n",
    "        [1000, 0.693],\n",
    "        [2000, 0.767],\n",
    "        [4000, 0.803],\n",
    "        [8000, 0.845],\n",
    "        [16000, 0.882],\n",
    "        [32000, 0.906],\n",
    "        [64000, 0.923],\n",
    "        [84000, 0.937]\n",
    "        ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 10))\n",
    "\n",
    "plt.plot(FT_results_lstm_v001[:, 0], FT_results_lstm_v001[:, 1], \n",
    "         '-o', color='tab:blue', lw=6, markersize=10, \n",
    "         label=\"LSTM\", zorder=10)\n",
    "\n",
    "plt.plot(FT_results_gru_v001[:, 0], FT_results_gru_v001[:, 1], \n",
    "         '-o', color='tab:red', lw=6, markersize=10, \n",
    "         label=\"GRU\", zorder=10)\n",
    "\n",
    "plt.plot(FT_results_rnn_v001[:, 0], FT_results_rnn_v001[:, 1], \n",
    "         '-o', color='tab:green', lw=6, markersize=10, \n",
    "         label=\"RNN\", zorder=10)\n",
    "\n",
    "plt.axhline(skyline1, 0, 1, \n",
    "            ls='--', color='k', lw=4,\n",
    "            label=\"skyline 1\")\n",
    "plt.axhline(skyline2, 0, 1, \n",
    "            ls='-.', color='k', lw=4, \n",
    "            label=\"skyline 2\")\n",
    "plt.axhline(baseline1_gru, 0, 1, \n",
    "            ls=':', color='k', lw=4,\n",
    "            label=\"baseline\")\n",
    "\n",
    "plt.xlabel(\"#entries\", size=30)\n",
    "plt.ylabel(\"F1 score\", size=30)\n",
    "plt.ylim(0.44)\n",
    "plt.xticks([250, 8000, 16000, 32000, 64000, 84000], size=24, rotation=90)\n",
    "plt.yticks(size=24)\n",
    "\n",
    "plt.title(\"model A\", size=32)\n",
    "\n",
    "plt.grid()\n",
    "plt.legend(fontsize=24)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 10))\n",
    "\n",
    "plt.plot(FT_results_lstm_v002[:, 0], FT_results_lstm_v002[:, 1], \n",
    "         '-o', color='tab:blue', lw=6, markersize=10, \n",
    "         label=\"LSTM\", zorder=10)\n",
    "\n",
    "plt.plot(FT_results_gru_v002[:, 0], FT_results_gru_v002[:, 1], \n",
    "         '-o', color='tab:red', lw=6, markersize=10, \n",
    "         label=\"GRU\", zorder=10)\n",
    "\n",
    "plt.plot(FT_results_rnn_v002[:, 0], FT_results_rnn_v002[:, 1], \n",
    "         '-o', color='tab:green', lw=6, markersize=10, \n",
    "         label=\"RNN\", zorder=10)\n",
    "\n",
    "plt.axhline(skyline1, 0, 1, \n",
    "            ls='--', color='k', lw=4,\n",
    "            label=\"skyline 1\")\n",
    "plt.axhline(skyline2, 0, 1, \n",
    "            ls='-.', color='k', lw=4, \n",
    "            label=\"skyline 2\")\n",
    "plt.axhline(baseline1_gru, 0, 1, \n",
    "            ls=':', color='k', lw=4,\n",
    "            label=\"baseline\")\n",
    "\n",
    "plt.xlabel(\"#entries\", size=30)\n",
    "plt.ylabel(\"F1 score\", size=30)\n",
    "plt.ylim(0.44)\n",
    "plt.xticks([250, 8000, 16000, 32000, 64000, 84000], size=24, rotation=90)\n",
    "plt.yticks(size=24)\n",
    "\n",
    "plt.title(\"model B\", size=32)\n",
    "\n",
    "plt.grid()\n",
    "plt.legend(fontsize=24)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
